Sarunya Pumma - RankMe

13 papers A 2B 3Journal 3Unranked 4

Year	Rank	Type	Title / Venue / Authors
2024	A	`conf`	Toward 100TB Recommendation Models with Embedding Offloading. RecSys Intaik Park, Ehsan K. Ardestani, Damian Reeves, Sarunya Pumma, Henry Tsang, Levy Zhao, Jian He, Joshua Deng, Dennis van der Staay, Yu Guo, Paul Zhang
2023	—	`conf`	RecD: Deduplication for End-to-End Deep Learning Recommendation Model Training Infrastructure. MLSys Mark Zhao, Dhruv Choudhary, Devashish Tyagi, Ajay Somani, Max Kaplan, Sung-Han Lin, Sarunya Pumma, Jongsoo Park, Aarti Basant, Niket Agarwal, Carole-Jean Wu, Christos Kozyrakis
2022	J	`jnl`	RecD: Deduplication for End-to-End Deep Learning Recommendation Model Training Infrastructure. CoRR Mark Zhao, Dhruv Choudhary, Devashish Tyagi, Ajay Somani, Max Kaplan, Sung-Han Lin, Sarunya Pumma, Jongsoo Park, Aarti Basant, Niket Agarwal, Carole-Jean Wu, Christos Kozyrakis
2021	—	`conf`	Semantic-Aware Lossless Data Compression for Deep Learning Recommendation Model (DLRM). MLHPC@SC Sarunya Pumma, Abhinav Vishnu
2020	—	`conf`	A Feasibility Study for MPI over HDFS. HPEC Wu-chun Feng, Da Zhang, Jing Zhang, Kaixi Hou, Sarunya Pumma, Hao Wang
2020	B	`conf`	Alleviating Load Imbalance in Data Processing for Large-Scale Deep Learning. CCGRID Sarunya Pumma, Daniele Buono, Fabio Checconi, Xinyu Que, Wu-chun Feng
2020	—	`—`	Scalability Analysis and Optimization for Large-Scale Deep Learning. Sarunya Pumma
2019	J	`jnl`	Scalable Deep Learning via I/O Analysis and Optimization. ACM Trans. Parallel Comput. Sarunya Pumma, Min Si, Wu-chun Feng, Pavan Balaji
2017	J	`jnl`	A runtime estimation framework for ALICE. Future Gener. Comput. Syst. Sarunya Pumma, Wu-chun Feng, Phond Phunchongharn, Sylvain Chapeland, Tiranee Achalakul
2017	A	`conf`	PaPar: A Parallel Data Partitioning Framework for Big Data Applications. IPDPS Hao Wang, Jing Zhang, Da Zhang, Sarunya Pumma, Wu-chun Feng
2017	B	`conf`	Parallel I/O Optimizations for Scalable Deep Learning. ICPADS Sarunya Pumma, Min Si, Wu-chun Feng, Pavan Balaji
2017	—	`conf`	Towards Scalable Deep Learning via I/O Analysis and Optimization. HPCC/SmartCity/DSS Sarunya Pumma, Min Si, Wu-chun Feng, Pavan Balaji
2012	B	`conf`	Automatic VM Allocation for Scientific Application. ICPADS Sarunya Pumma, Tiranee Achalakul, Xiaorong Li